New York State Psychiatric Institute.
Columbia University Irving Medical Center.
J Cogn Neurosci. 2021 Mar;33(3):463-481. doi: 10.1162/jocn_a_01655. Epub 2020 Dec 7.
Research in computational psychiatry has sought to understand the basis of compulsive behavior by relating it to basic psychological and neural mechanisms: specifically, goal-directed versus habitual control. These psychological categories have been further identified with formal computational algorithms, model-based and model-free learning, which helps to provide quantitative tools to distinguish them. Computational psychiatry may be particularly useful for examining phenomena in individuals with anorexia nervosa (AN), whose self-starvation appears both excessively goal directed and habitual. However, these laboratory-based studies have not aimed to examine complex behavior, as seen outside the laboratory, in contexts that extend beyond monetary rewards. We therefore assessed (1) whether behavior in AN was characterized by enhanced or diminished model-based behavior, (2) the domain specificity of any abnormalities by comparing learning in a food-specific (i.e., illness-relevant) context as well as in a monetary context, and (3) whether impairments were secondary to starvation by comparing learning before and after initial treatment. Across all conditions, individuals with AN, relative to healthy controls, showed an impairment in model-based, but not model-free, learning, suggesting a general and persistent contribution of habitual over goal-directed control, across domains and time points. Thus, eating behavior in individuals with AN that appears very goal-directed may be under more habitual than goal-directed control, and this is not remediated by achieving weight restoration.
具体而言,是目标导向与习惯控制。这些心理类别进一步与形式化的计算算法、基于模型和无模型学习相关联,这有助于提供定量工具来区分它们。计算精神病学对于研究厌食症患者(AN)的现象可能特别有用,因为他们的自我饥饿似乎既过度目标导向又习惯化。然而,这些基于实验室的研究并没有旨在检查实验室之外的复杂行为,也没有在超出金钱奖励的情况下检查复杂行为。因此,我们评估了(1)AN 患者的行为是否表现出增强或减弱的基于模型的行为,(2)通过比较特定于食物(即与疾病相关)的环境以及货币环境中的学习来比较任何异常的特定领域,以及(3)通过比较初始治疗前后的学习来判断是否存在饥饿的影响。在所有条件下,与健康对照组相比,AN 患者在基于模型的学习方面表现出障碍,但在无模型学习方面没有障碍,这表明在不同领域和时间点,习惯控制对目标导向控制的影响更为普遍和持久。因此,AN 患者的进食行为看起来非常目标导向,但可能受到更多习惯控制而不是目标导向控制的影响,而这并不会通过体重恢复得到改善。